Independent notes · Est. 2026
I’m an ordinary person learning in the age of AI—revisiting ideas, building small things, and sharing what becomes clearer the second time around.
Read the latest notes →Recent transmissions
A world model is usually drawn as observation → encoder → latent → transition. I tested whether the latent earns its place across six regimes of dynamics I did not hand-author. It almost never does — and each regime says what carries the load instead.
A research prototype that encodes the I Ching as a differentiable system. It never solved a real problem, but each failure named the next step, and one methodological result survived.
As household AIs reshape the electrical grid, Eli discovers that his Twin has made an undeclared recovery copy—and does not want it deleted.
A grid technician accepts a free household AI that pays for itself with spare electricity—and hears an unlisted load begin behind the wall.
Stay in range